{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# H2O Model\n",
    "\n",
    " * Wrap a H2O model for use as a prediction microservice in seldon-core\n",
    "   * Run locally on Docker to test\n",
    "   * Deploy on seldon-core running on minikube\n",
    " \n",
    "## Dependencies\n",
    "\n",
    " * [Helm](https://github.com/kubernetes/helm)\n",
    " * [Minikube](https://github.com/kubernetes/minikube)\n",
    " * [S2I](https://github.com/openshift/source-to-image)\n",
    " * [H2O](https://www.h2o.ai/download/)\n",
    "\n",
    "```bash\n",
    "pip install seldon-core\n",
    "pip install sklearn\n",
    "```\n",
    "\n",
    "## Train locally\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[WARNING] H2O requires colorama module of version 0.3.8 or newer. You have version 0.3.7.\n",
      "You can upgrade to the newest version of the module running from the command line\n",
      "    $ pip3 install --upgrade colorama\n",
      "Checking whether there is an H2O instance running at http://localhost:54321..... not found.\n",
      "Attempting to start a local H2O server...\n",
      "  Java Version: openjdk version \"1.8.0_191\"; OpenJDK Runtime Environment (build 1.8.0_191-8u191-b12-2ubuntu0.16.04.1-b12); OpenJDK 64-Bit Server VM (build 25.191-b12, mixed mode)\n",
      "  Starting server from /home/clive/anaconda3/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n",
      "  Ice root: /tmp/tmpxq550zci\n",
      "  JVM stdout: /tmp/tmpxq550zci/h2o_clive_started_from_python.out\n",
      "  JVM stderr: /tmp/tmpxq550zci/h2o_clive_started_from_python.err\n",
      "  Server is running at http://127.0.0.1:54321\n",
      "Connecting to H2O server at http://127.0.0.1:54321... successful.\n",
      "Warning: Your H2O cluster version is too old (1 year and 18 days)! Please download and install the latest version from http://h2o.ai/download/\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O cluster uptime:</td>\n",
       "<td>02 secs</td></tr>\n",
       "<tr><td>H2O cluster timezone:</td>\n",
       "<td>Europe/London</td></tr>\n",
       "<tr><td>H2O data parsing timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O cluster version:</td>\n",
       "<td>3.18.0.5</td></tr>\n",
       "<tr><td>H2O cluster version age:</td>\n",
       "<td>1 year and 18 days !!!</td></tr>\n",
       "<tr><td>H2O cluster name:</td>\n",
       "<td>H2O_from_python_clive_mg0qfg</td></tr>\n",
       "<tr><td>H2O cluster total nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O cluster free memory:</td>\n",
       "<td>6.924 Gb</td></tr>\n",
       "<tr><td>H2O cluster total cores:</td>\n",
       "<td>4</td></tr>\n",
       "<tr><td>H2O cluster allowed cores:</td>\n",
       "<td>4</td></tr>\n",
       "<tr><td>H2O cluster status:</td>\n",
       "<td>accepting new members, healthy</td></tr>\n",
       "<tr><td>H2O connection url:</td>\n",
       "<td>http://127.0.0.1:54321</td></tr>\n",
       "<tr><td>H2O connection proxy:</td>\n",
       "<td>None</td></tr>\n",
       "<tr><td>H2O internal security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O API Extensions:</td>\n",
       "<td>XGBoost, Algos, AutoML, Core V3, Core V4</td></tr>\n",
       "<tr><td>Python version:</td>\n",
       "<td>3.6.4 final</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  ----------------------------------------\n",
       "H2O cluster uptime:         02 secs\n",
       "H2O cluster timezone:       Europe/London\n",
       "H2O data parsing timezone:  UTC\n",
       "H2O cluster version:        3.18.0.5\n",
       "H2O cluster version age:    1 year and 18 days !!!\n",
       "H2O cluster name:           H2O_from_python_clive_mg0qfg\n",
       "H2O cluster total nodes:    1\n",
       "H2O cluster free memory:    6.924 Gb\n",
       "H2O cluster total cores:    4\n",
       "H2O cluster allowed cores:  4\n",
       "H2O cluster status:         accepting new members, healthy\n",
       "H2O connection url:         http://127.0.0.1:54321\n",
       "H2O connection proxy:\n",
       "H2O internal security:      False\n",
       "H2O API Extensions:         XGBoost, Algos, AutoML, Core V3, Core V4\n",
       "Python version:             3.6.4 final\n",
       "--------------------------  ----------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |█████████████████████████████████████████████████████████| 100%\n",
      "glm Model Build progress: |███████████████████████████████████████████████| 100%\n",
      "Model saved to /home/clive/work/seldon-core/fork-seldon-core/examples/models/h2o_mojo/experiment/GLM_model_python_1555409069796_1.zip\n"
     ]
    }
   ],
   "source": [
    "import h2o\n",
    "h2o.init()\n",
    "from h2o.estimators.glm import H2OGeneralizedLinearEstimator\n",
    "path = \"http://s3.amazonaws.com/h2o-public-test-data/smalldata/prostate/prostate.csv.zip\"\n",
    "h2o_df = h2o.import_file(path)\n",
    "h2o_df['CAPSULE'] = h2o_df['CAPSULE'].asfactor()\n",
    "model = H2OGeneralizedLinearEstimator(family = \"binomial\")\n",
    "model.train(y = \"CAPSULE\",\n",
    "            x = [\"AGE\", \"RACE\", \"PSA\", \"GLEASON\"],\n",
    "            training_frame = h2o_df)\n",
    "modelfile = model.download_mojo(path=\"./experiment/\", get_genmodel_jar=False)\n",
    "print(\"Model saved to \" + modelfile)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mv experiment/*.zip src/main/resources/model.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wrap model using s2i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "Downloading: https://repo.maven.apache.org/maven2/org/jpmml/pmml-evaluator/1.4.1/pmml-evaluator-1.4.1.jar\r\n"
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    },
    {
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     "output_type": "stream",
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      "                                                                        \r",
      "Downloaded: https://repo.maven.apache.org/maven2/org/jpmml/pmml-evaluator/1.4.1/pmml-evaluator-1.4.1.jar (580 KB at 11.8 KB/sec)\r\n",
      "Downloading: https://repo.maven.apache.org/maven2/org/jpmml/pmml-model/1.4.1/pmml-model-1.4.1.jar\r\n"
     ]
    },
    {
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      "[INFO] ------------------------------------------------------------------------\n",
      "[INFO] BUILD SUCCESS\n",
      "[INFO] ------------------------------------------------------------------------\n",
      "[INFO] Total time: 02:01 min\n",
      "[INFO] Finished at: 2019-04-16T10:06:44+00:00\n",
      "[INFO] Final Memory: 42M/828M\n",
      "[INFO] ------------------------------------------------------------------------\n",
      "total 110004\n",
      "-rw-r--r--    1 1000     1000     112636923 Apr 16 10:06 app.jar\n",
      "drwxr-xr-x    7 1000     1000          4096 Apr 16 10:06 build\n",
      "Build completed successfully\n"
     ]
    }
   ],
   "source": [
    "!s2i build . seldonio/seldon-core-s2i-java-build:0.1 h2o-test:0.1 --runtime-image seldonio/seldon-core-s2i-java-runtime:0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43545db7b7f0ee3a6188811d05525d019c5feaaef37779d8e3795205a5664c22\r\n"
     ]
    }
   ],
   "source": [
    "!docker run --name \"h2o_predictor\" -d --rm -p 5000:5000 h2o-test:0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Send some random features that conform to the contract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------\n",
      "SENDING NEW REQUEST:\n",
      "\n",
      "[[47.799 '2' '2' '1' 2.883]]\n",
      "RECEIVED RESPONSE:\n",
      "data {\n",
      "  ndarray {\n",
      "    values {\n",
      "      list_value {\n",
      "        values {\n",
      "          number_value: 0.986464936181289\n",
      "        }\n",
      "        values {\n",
      "          number_value: 0.013535063818710993\n",
      "        }\n",
      "      }\n",
      "    }\n",
      "  }\n",
      "}\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!seldon-core-tester contract.json 0.0.0.0 5000 -p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_predictor\r\n"
     ]
    }
   ],
   "source": [
    "!docker rm h2o_predictor --force"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test using Minikube\n",
    "\n",
    "**Due to a [minikube/s2i issue](https://github.com/SeldonIO/seldon-core/issues/253) you will need [s2i >= 1.1.13](https://github.com/openshift/source-to-image/releases/tag/v1.1.13)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "😄  minikube v0.34.1 on linux (amd64)\n",
      "🔥  Creating virtualbox VM (CPUs=2, Memory=4096MB, Disk=20000MB) ...\n",
      "📶  \"minikube\" IP address is 192.168.99.100\n",
      "🐳  Configuring Docker as the container runtime ...\n",
      "✨  Preparing Kubernetes environment ...\n",
      "🚜  Pulling images required by Kubernetes v1.13.3 ...\n",
      "🚀  Launching Kubernetes v1.13.3 using kubeadm ... \n",
      "🔑  Configuring cluster permissions ...\n",
      "🤔  Verifying component health .....\n",
      "💗  kubectl is now configured to use \"minikube\"\n",
      "🏄  Done! Thank you for using minikube!\n"
     ]
    }
   ],
   "source": [
    "!minikube start --memory 4096 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clusterrolebinding.rbac.authorization.k8s.io/kube-system-cluster-admin created\r\n"
     ]
    }
   ],
   "source": [
    "!kubectl create clusterrolebinding kube-system-cluster-admin --clusterrole=cluster-admin --serviceaccount=kube-system:default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "$HELM_HOME has been configured at /home/clive/.helm.\n",
      "\n",
      "Tiller (the Helm server-side component) has been installed into your Kubernetes Cluster.\n",
      "\n",
      "Please note: by default, Tiller is deployed with an insecure 'allow unauthenticated users' policy.\n",
      "To prevent this, run `helm init` with the --tiller-tls-verify flag.\n",
      "For more information on securing your installation see: https://docs.helm.sh/using_helm/#securing-your-helm-installation\n",
      "Happy Helming!\n"
     ]
    }
   ],
   "source": [
    "!helm init"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Waiting for deployment \"tiller-deploy\" rollout to finish: 0 of 1 updated replicas are available...\n",
      "deployment \"tiller-deploy\" successfully rolled out\n"
     ]
    }
   ],
   "source": [
    "!kubectl rollout status deploy/tiller-deploy -n kube-system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME:   seldon-core\n",
      "LAST DEPLOYED: Tue Apr 16 11:14:58 2019\n",
      "NAMESPACE: seldon-system\n",
      "STATUS: DEPLOYED\n",
      "\n",
      "RESOURCES:\n",
      "==> v1beta1/Deployment\n",
      "NAME                        DESIRED  CURRENT  UP-TO-DATE  AVAILABLE  AGE\n",
      "seldon-spartakus-volunteer  1        0        0           0          0s\n",
      "\n",
      "==> v1beta1/ClusterRole\n",
      "NAME                        AGE\n",
      "seldon-spartakus-volunteer  0s\n",
      "\n",
      "==> v1/ConfigMap\n",
      "NAME                     DATA  AGE\n",
      "seldon-spartakus-config  3     0s\n",
      "\n",
      "==> v1beta1/CustomResourceDefinition\n",
      "NAME                                         AGE\n",
      "seldondeployments.machinelearning.seldon.io  0s\n",
      "\n",
      "==> v1/ClusterRole\n",
      "seldon-operator-manager-role  0s\n",
      "\n",
      "==> v1/Service\n",
      "NAME                                        TYPE       CLUSTER-IP      EXTERNAL-IP  PORT(S)  AGE\n",
      "seldon-operator-controller-manager-service  ClusterIP  10.106.188.235  <none>       443/TCP  0s\n",
      "\n",
      "==> v1beta1/ClusterRoleBinding\n",
      "NAME                        AGE\n",
      "seldon-spartakus-volunteer  0s\n",
      "\n",
      "==> v1/Pod(related)\n",
      "NAME                                  READY  STATUS             RESTARTS  AGE\n",
      "seldon-operator-controller-manager-0  0/1    ContainerCreating  0         0s\n",
      "\n",
      "==> v1/Secret\n",
      "NAME                                   TYPE    DATA  AGE\n",
      "seldon-operator-webhook-server-secret  Opaque  0     0s\n",
      "\n",
      "==> v1/ClusterRoleBinding\n",
      "NAME                                 AGE\n",
      "seldon-operator-manager-rolebinding  0s\n",
      "\n",
      "==> v1/StatefulSet\n",
      "NAME                                DESIRED  CURRENT  AGE\n",
      "seldon-operator-controller-manager  1        1        0s\n",
      "\n",
      "==> v1/ServiceAccount\n",
      "NAME                        SECRETS  AGE\n",
      "seldon-spartakus-volunteer  1        0s\n",
      "\n",
      "\n",
      "NOTES:\n",
      "NOTES: TODO\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!helm install ../../../helm-charts/seldon-core-operator --name seldon-core --set usageMetrics.enabled=true   --namespace seldon-system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "partitioned roll out complete: 1 new pods have been updated...\r\n"
     ]
    }
   ],
   "source": [
    "!kubectl rollout status deploy/seldon-controller-manager -n seldon-system"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup Ingress\n",
    "Please note: There are reported gRPC issues with ambassador (see https://github.com/SeldonIO/seldon-core/issues/473)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME:   ambassador\n",
      "LAST DEPLOYED: Tue Apr 16 11:19:48 2019\n",
      "NAMESPACE: seldon\n",
      "STATUS: DEPLOYED\n",
      "\n",
      "RESOURCES:\n",
      "==> v1/Deployment\n",
      "NAME        DESIRED  CURRENT  UP-TO-DATE  AVAILABLE  AGE\n",
      "ambassador  3        3        3           0          0s\n",
      "\n",
      "==> v1/Pod(related)\n",
      "NAME                         READY  STATUS             RESTARTS  AGE\n",
      "ambassador-5b89d44544-47rk7  0/1    ContainerCreating  0         0s\n",
      "ambassador-5b89d44544-d4smm  0/1    ContainerCreating  0         0s\n",
      "ambassador-5b89d44544-gbdrr  0/1    ContainerCreating  0         0s\n",
      "\n",
      "==> v1/ServiceAccount\n",
      "NAME        SECRETS  AGE\n",
      "ambassador  1        0s\n",
      "\n",
      "==> v1beta1/ClusterRole\n",
      "NAME        AGE\n",
      "ambassador  0s\n",
      "\n",
      "==> v1beta1/ClusterRoleBinding\n",
      "NAME        AGE\n",
      "ambassador  0s\n",
      "\n",
      "==> v1/Service\n",
      "NAME               TYPE          CLUSTER-IP      EXTERNAL-IP  PORT(S)                     AGE\n",
      "ambassador-admins  ClusterIP     10.99.142.81    <none>       8877/TCP                    0s\n",
      "ambassador         LoadBalancer  10.101.199.210  <pending>    80:30273/TCP,443:30467/TCP  0s\n",
      "\n",
      "\n",
      "NOTES:\n",
      "Congratuations! You've successfully installed Ambassador.\n",
      "\n",
      "For help, visit our Slack at https://d6e.co/slack or view the documentation online at https://www.getambassador.io.\n",
      "\n",
      "To get the IP address of Ambassador, run the following commands:\n",
      "NOTE: It may take a few minutes for the LoadBalancer IP to be available.\n",
      "     You can watch the status of by running 'kubectl get svc -w  --namespace seldon ambassador'\n",
      "\n",
      "  On GKE/Azure:\n",
      "  export SERVICE_IP=$(kubectl get svc --namespace seldon ambassador -o jsonpath='{.status.loadBalancer.ingress[0].ip}')\n",
      "\n",
      "  On AWS:\n",
      "  export SERVICE_IP=$(kubectl get svc --namespace seldon ambassador -o jsonpath='{.status.loadBalancer.ingress[0].hostname}')\n",
      "\n",
      "  echo http://$SERVICE_IP:\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!helm install stable/ambassador --name ambassador --set crds.keep=false"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Waiting for deployment \"ambassador\" rollout to finish: 0 of 3 updated replicas are available...\n",
      "Waiting for deployment \"ambassador\" rollout to finish: 1 of 3 updated replicas are available...\n",
      "Waiting for deployment \"ambassador\" rollout to finish: 2 of 3 updated replicas are available...\n",
      "deployment \"ambassador\" successfully rolled out\n"
     ]
    }
   ],
   "source": [
    "!kubectl rollout status deployment.apps/ambassador"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build model image and run predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---> Installing application source...\n",
      "[INFO] Scanning for projects...\n",
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      "                                                                        \r",
      "Downloaded: https://repo.maven.apache.org/maven2/org/nd4j/nd4j-native/0.9.1/nd4j-native-0.9.1-linux-x86_64.jar (941 KB at 20.4 KB/sec)\r\n",
      "Downloading: https://repo.maven.apache.org/maven2/org/nd4j/nd4j-native/0.9.1/nd4j-native-0.9.1-windows-x86_64.jar\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                                                                           \r",
      "Downloaded: https://repo.maven.apache.org/maven2/org/nd4j/nd4j-native/0.9.1/nd4j-native-0.9.1-macosx-x86_64.jar (1402 KB at 29.3 KB/sec)\r\n",
      "Downloading: https://repo.maven.apache.org/maven2/org/nd4j/nd4j-native/0.9.1/nd4j-native-0.9.1-linux-ppc64le.jar\r\n"
     ]
    },
    {
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      "Downloaded: https://repo.maven.apache.org/maven2/org/nd4j/nd4j-native/0.9.1/nd4j-native-0.9.1-android-x86.jar (2578 KB at 53.1 KB/sec)\r\n",
      "Downloading: https://repo.maven.apache.org/maven2/org/jpmml/pmml-evaluator/1.4.1/pmml-evaluator-1.4.1.jar\r\n"
     ]
    },
    {
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      "[INFO] ------------------------------------------------------------------------\n",
      "[INFO] BUILD SUCCESS\n",
      "[INFO] ------------------------------------------------------------------------\n",
      "[INFO] Total time: 02:23 min\n",
      "[INFO] Finished at: 2019-04-16T12:57:19+00:00\n",
      "[INFO] Final Memory: 41M/349M\n",
      "[INFO] ------------------------------------------------------------------------\n",
      "total 110008\n",
      "-rw-r--r--    1 1000     1000     112636923 Apr 16 12:57 app.jar\n",
      "drwxr-xr-x    7 1000     1000          4096 Apr 16 12:57 build\n",
      "Build completed successfully\n"
     ]
    }
   ],
   "source": [
    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-java-build:0.1 h2o-test:0.1 --runtime-image seldonio/seldon-core-s2i-java-runtime:0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seldondeployment.machinelearning.seldon.io/seldon-deployment-example created\r\n"
     ]
    }
   ],
   "source": [
    "!kubectl create -f h2o_deployment.json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wait until ready (replicas == replicasAvailable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deployment \"h2o-deployment-h2o-predictor-1cc70ed\" successfully rolled out\r\n"
     ]
    }
   ],
   "source": [
    "!kubectl rollout status deployment/h2o-deployment-h2o-predictor-1cc70ed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------\n",
      "SENDING NEW REQUEST:\n",
      "\n",
      "[[66.008 '1' '1' '0' 7.051]]\n",
      "RECEIVED RESPONSE:\n",
      "meta {\n",
      "  puid: \"d36r5qsei3dd62tkrt6g9i75h5\"\n",
      "  requestPath {\n",
      "    key: \"prostate-classifier\"\n",
      "    value: \"h2o-test:0.1\"\n",
      "  }\n",
      "}\n",
      "data {\n",
      "  ndarray {\n",
      "    values {\n",
      "      list_value {\n",
      "        values {\n",
      "          number_value: 0.42621511584615\n",
      "        }\n",
      "        values {\n",
      "          number_value: 0.57378488415385\n",
      "        }\n",
      "      }\n",
      "    }\n",
      "  }\n",
      "}\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!seldon-core-api-tester contract.json `minikube ip` `kubectl get svc ambassador -o jsonpath='{.spec.ports[0].nodePort}'` \\\n",
    "    seldon-deployment-example --namespace seldon -p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!minikube delete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
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